{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "6a97688f",
   "metadata": {},
   "source": [
    "# 本地ONNX Runtime部署-摄像头实时预测\n",
    "\n",
    "同济子豪兄 2023-8-19 2023-9-1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d83f9c23",
   "metadata": {},
   "source": [
    "## 导入工具包"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5c46bdee",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import numpy as np\n",
    "import cv2\n",
    "from cvs import *\n",
    "\n",
    "import onnxruntime\n",
    "import torch\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d2719c9",
   "metadata": {},
   "source": [
    "## 载入 ONNX 模型，获取 ONNX Runtime 推理器"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "11992481",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ONNX 模型路径\n",
    "onnx_path = 'mmseg2onnx_fastscnn/end2end.onnx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "824758ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ONNX 模型路径\n",
    "onnx_path = 'mmseg2onnx_fastscnn_static/end2end.onnx'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "7f7d92fa",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.7/dist-packages/onnxruntime/capi/onnxruntime_inference_collection.py:56: UserWarning: Specified provider 'CUDAExecutionProvider' is not in available provider names.Available providers: 'CPUExecutionProvider'\n",
      "  \"Available providers: '{}'\".format(name, \", \".join(available_provider_names))\n"
     ]
    }
   ],
   "source": [
    "ort_session = onnxruntime.InferenceSession(onnx_path, providers=['CUDAExecutionProvider', 'CPUExecutionProvider'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8b1a6ccc",
   "metadata": {},
   "source": [
    "## 可视化配置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "df565195",
   "metadata": {},
   "outputs": [],
   "source": [
    "palette = [\n",
    "    ['background', [127,127,127]],\n",
    "    ['red', [0,0,200]],\n",
    "    ['green', [0,200,0]],\n",
    "    ['white', [144,238,144]],\n",
    "    ['seed-black', [30,30,30]],\n",
    "    ['seed-white', [8,189,251]]\n",
    "]\n",
    "\n",
    "palette_dict = {}\n",
    "for idx, each in enumerate(palette):\n",
    "    palette_dict[idx] = each[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "25e27c92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [127, 127, 127],\n",
       " 1: [0, 0, 200],\n",
       " 2: [0, 200, 0],\n",
       " 3: [144, 238, 144],\n",
       " 4: [30, 30, 30],\n",
       " 5: [8, 189, 251]}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "palette_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1cd78891",
   "metadata": {},
   "source": [
    "## 逐帧处理函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c0ca9a28",
   "metadata": {},
   "outputs": [],
   "source": [
    "opacity = 0.3 # 透明度，越大越接近原图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "4fa3ce64",
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_frame(img_bgr, camera=True):\n",
    "    \n",
    "    '''\n",
    "    输入摄像头画面 bgr-array，输出图像 bgr-array\n",
    "    '''\n",
    "    \n",
    "    # 记录该帧开始处理的时间\n",
    "    start_time = time.time()\n",
    "    \n",
    "    if camera: # 对于摄像头实时预测，将手机拍摄到的竖屏图像旋转90度，变成横屏图像\n",
    "        img_bgr = cv2.rotate(img_bgr, cv2.ROTATE_90_CLOCKWISE)\n",
    "    \n",
    "    # 从原图中裁剪出高宽比1:2的最大图像\n",
    "    h, w = img_bgr.shape[0], img_bgr.shape[1]\n",
    "    new_h = w // 2 # 横屏图片，截取一半的宽度，作为新的高度\n",
    "    img_bgr_crop = img_bgr[0:new_h, :]\n",
    "    \n",
    "    # 缩放至模型要求的高1024 x 宽2048像素\n",
    "    img_bgr_resize = cv2.resize(img_bgr_crop, (2048, 1024)) # 缩放尺寸\n",
    "    \n",
    "    # 预处理\n",
    "    img_tensor = img_bgr_resize\n",
    "    mean = (123.675, 116.28, 103.53) # BGR 三通道的均值\n",
    "    std = (58.395, 57.12, 57.375) # BGR 三通道的标准差\n",
    "\n",
    "    # 归一化\n",
    "    img_tensor = (img_tensor - mean) / std\n",
    "    img_tensor = img_tensor.astype('float32')\n",
    "    img_tensor = cv2.cvtColor(img_tensor, cv2.COLOR_BGR2RGB) # BGR 转 RGB\n",
    "    img_tensor = np.transpose(img_tensor, (2, 0, 1)) # 调整维度\n",
    "    input_tensor = np.expand_dims(img_tensor, axis=0) # 扩充 batch-size 维度\n",
    "\n",
    "    # ONNX Runtime预测\n",
    "    # ONNX Runtime 输入\n",
    "    ort_inputs = {'input': input_tensor}\n",
    "    # onnx runtime 输出\n",
    "    ort_output = ort_session.run(['output'], ort_inputs)[0]\n",
    "    pred_mask = ort_output[0][0]\n",
    "\n",
    "    # 将预测的整数ID，映射为对应类别的颜色\n",
    "    pred_mask_bgr = np.zeros((pred_mask.shape[0], pred_mask.shape[1], 3))\n",
    "    for idx in palette_dict.keys():\n",
    "        pred_mask_bgr[np.where(pred_mask==idx)] = palette_dict[idx]\n",
    "    pred_mask_bgr = pred_mask_bgr.astype('uint8')\n",
    "\n",
    "    # 将语义分割预测图和原图叠加显示\n",
    "    pred_viz = cv2.addWeighted(img_bgr_resize, opacity, pred_mask_bgr, 1-opacity, 0)\n",
    "    \n",
    "    img_bgr = pred_viz\n",
    "    \n",
    "    if camera: # 对于摄像头实时预测，缩放并旋转至竖屏，便于手机屏幕上显示\n",
    "        img_bgr = cv2.resize(img_bgr, (640, 320)) # 缩放尺寸\n",
    "        img_bgr = cv2.rotate(img_bgr, cv2.ROTATE_90_COUNTERCLOCKWISE)\n",
    "    else: # 对于视频预测\n",
    "        img_bgr = cv2.resize(img_bgr, (w, h)) # 缩放尺寸\n",
    "    \n",
    "    # 记录该帧处理完毕的时间\n",
    "    end_time = time.time()\n",
    "    # 计算每秒处理图像帧数FPS\n",
    "    FPS = 1/(end_time - start_time)\n",
    "    # 在画面上写字：图片，字符串，左上角坐标，字体，字体大小，颜色，字体粗细\n",
    "    scaler = 1 # 文字大小\n",
    "    FPS_string = 'FPS {:.2f}'.format(FPS) # 写在画面上的字符串\n",
    "    img_bgr = cv2.putText(img_bgr, FPS_string, (25 * scaler, 60 * scaler), cv2.FONT_HERSHEY_SIMPLEX, 1.25 * scaler, (255, 0, 255), 2 * scaler)\n",
    "    \n",
    "    return img_bgr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "25288426",
   "metadata": {},
   "source": [
    "## 初始化摄像头"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "257cbcf5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 摄像头ID 0-后置 1-前置\n",
    "Camera_ID = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b1507327",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('app runs on port:', 18019)\n",
      "open the cam:0 ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "remi.server      INFO     Started httpserver http://0.0.0.0:18019/\n",
      "remi.request     INFO     built UI (path=/)\n",
      "remi.server.ws   INFO     connection established: ('192.168.1.5', 59902)\n",
      "remi.server.ws   INFO     handshake complete\n",
      "remi.server.ws   INFO     connection established: ('192.168.1.5', 59905)\n",
      "remi.server.ws   INFO     handshake complete\n"
     ]
    }
   ],
   "source": [
    "cap = cvs.VideoCapture(Camera_ID)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d637203",
   "metadata": {},
   "source": [
    "## 调用摄像头获取一帧画面"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "7670424e",
   "metadata": {},
   "outputs": [],
   "source": [
    "img_bgr = cap.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "320fb7b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(640, 480, 3)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bgr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86bf19ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "remi.server.ws   INFO     connection established: ('127.0.0.1', 45170)\n",
      "remi.server.ws   INFO     handshake complete\n",
      "remi.server.ws   ERROR    error parsing websocket\n",
      "Traceback (most recent call last):\n",
      "  File \"/usr/local/lib/python3.7/dist-packages/remi/server.py\", line 269, in on_message\n",
      "    callback = get_method_by_name(runtimeInstances[widget_id], function_name)\n",
      "  File \"/usr/lib/python3.7/weakref.py\", line 137, in __getitem__\n",
      "    o = self.data[key]()\n",
      "KeyError: '498555882856'\n"
     ]
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9edc8f9e",
   "metadata": {},
   "source": [
    "## 单帧画面语义分割预测"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "11eb8dd8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "img_bgr = process_frame(img_bgr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "fdf2287d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(640, 320, 3)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img_bgr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "422794c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(img_bgr[:,:,::-1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "2d5c9d57",
   "metadata": {},
   "outputs": [],
   "source": [
    "cvs.imshow(img_bgr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90d5506e",
   "metadata": {},
   "source": [
    "## 逐帧实时处理手机摄像头拍摄的画面-代码模板"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "31962620",
   "metadata": {},
   "outputs": [],
   "source": [
    "while True:\n",
    "    img_bgr = cap.read()\n",
    "    \n",
    "    if img_bgr is None:\n",
    "        continue\n",
    "        \n",
    "    img_bgr = process_frame(img_bgr, camera=True)\n",
    "    \n",
    "    cvs.imshow(img_bgr)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28f90dd3",
   "metadata": {},
   "source": [
    "> 点击重启`kernel`关闭摄像头"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ce9cd5a",
   "metadata": {},
   "source": [
    "## 视频逐帧处理（模板）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "90dc5774",
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import time\n",
    "from tqdm import tqdm\n",
    "\n",
    "# 视频逐帧处理代码模板\n",
    "# 不需修改任何代码，只需定义process_frame函数即可\n",
    "# 同济子豪兄 2021-7-10\n",
    "\n",
    "def generate_video(input_path='videos/robot.mp4'):\n",
    "    filehead = input_path.split('/')[-1]\n",
    "    output_path = \"out-\" + filehead\n",
    "    \n",
    "    print('视频开始处理',input_path)\n",
    "    \n",
    "    # 获取视频总帧数\n",
    "    cap = cv2.VideoCapture(input_path)\n",
    "    frame_count = 0\n",
    "    while(cap.isOpened()):\n",
    "        success, frame = cap.read()\n",
    "        frame_count += 1\n",
    "        if not success:\n",
    "            break\n",
    "    cap.release()\n",
    "    print('视频总帧数为',frame_count)\n",
    "    \n",
    "    # cv2.namedWindow('Crack Detection and Measurement Video Processing')\n",
    "    cap = cv2.VideoCapture(input_path)\n",
    "    frame_size = (cap.get(cv2.CAP_PROP_FRAME_WIDTH), cap.get(cv2.CAP_PROP_FRAME_HEIGHT))\n",
    "\n",
    "    # fourcc = int(cap.get(cv2.CAP_PROP_FOURCC))\n",
    "    # fourcc = cv2.VideoWriter_fourcc(*'XVID')\n",
    "    fourcc = cv2.VideoWriter_fourcc(*'mp4v')\n",
    "    fps = cap.get(cv2.CAP_PROP_FPS)\n",
    "\n",
    "    out = cv2.VideoWriter(output_path, fourcc, fps, (int(frame_size[0]), int(frame_size[1])))\n",
    "    \n",
    "    # 进度条绑定视频总帧数\n",
    "    with tqdm(total=frame_count-1) as pbar:\n",
    "        try:\n",
    "            while(cap.isOpened()):\n",
    "                success, frame = cap.read()\n",
    "                if not success:\n",
    "                    break\n",
    "\n",
    "                # 处理帧\n",
    "                # frame_path = './temp_frame.png'\n",
    "                # cv2.imwrite(frame_path, frame)\n",
    "                try:\n",
    "                    frame = process_frame(frame, camera=False)\n",
    "                except:\n",
    "                    print('报错！', error)\n",
    "                    pass\n",
    "                \n",
    "                if success == True:\n",
    "                    # cv2.imshow('Video Processing', frame)\n",
    "                    out.write(frame)\n",
    "\n",
    "                    # 进度条更新一帧\n",
    "                    pbar.update(1)\n",
    "\n",
    "                # if cv2.waitKey(1) & 0xFF == ord('q'):\n",
    "                    # break\n",
    "        except:\n",
    "            print('中途中断')\n",
    "            pass\n",
    "\n",
    "    cv2.destroyAllWindows()\n",
    "    out.release()\n",
    "    cap.release()\n",
    "    print('视频已保存', output_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2e2e4d29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "视频开始处理 video_watermelon_3.mov\n",
      "视频总帧数为 175\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 174/174 [03:42<00:00,  1.28s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "视频已保存 out-video_watermelon_3.mov\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "generate_video(input_path='video_watermelon_3.mov')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6eabb1f4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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